Microscopic dynamics of consensus formation in multi-agent LLM Naming Games
A mean-field theory of the two-rate dynamics yields an analytical ordering condition that generalizes the consensus threshold of the stochastic Naming Game to a critical line in the $(pi,\phi)$ plane, and emerges as an architecture-dependent control parameter for decentralized LLM populations, quantitatively characteri...